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slack-indexed

MCP server for semantic search over indexed Slack channels stored in Qdrant, with Cohere reranking via AWS Bedrock.

Prerequisites

  • A running Qdrant instance with an indexed Slack collection (created by alaan-slack-index-mcp)

  • AWS credentials with access to Bedrock (Titan embeddings + Cohere rerank)

Related MCP server: Slack MCP Server

Tools

Tool

Description

search

Semantic search with Cohere reranking, filterable by source type, channel, and user

get_thread

Retrieve all chunks for a specific Slack thread including linked resources

list_channels

List indexed channels with document counts

collection_stats

Summary statistics (documents, threads, sources, channels)

list_users

List all known participant names for filtering

Usage

Direct with uvx (no install)

Using an AWS profile:

uvx --from git+https://github.com/KanvaBhatia-Alaan/alaan-slack-index-mcp-tool slack-indexed --profile my-profile --qdrant-url http://localhost:6333

Using explicit AWS credentials and a Qdrant API key:

uvx --from git+https://github.com/KanvaBhatia-Alaan/alaan-slack-index-mcp-tool slack-indexed \
  --aws-access-key AKIA... \
  --aws-secret-key wJal... \
  --qdrant-url http://your-qdrant-host:6333 \
  --qdrant-api-key your-qdrant-api-key

Local development

uv sync
uv run slack-indexed --profile my-profile --qdrant-url http://localhost:6333

Claude Code (~/.claude.json)

With AWS profile:

{
  "mcpServers": {
    "slack-indexed": {
      "command": "uvx",
      "args": [
        "--from",
        "git+https://github.com/KanvaBhatia-Alaan/alaan-slack-index-mcp-tool",
        "slack-indexed",
        "--profile",
        "my-profile",
        "--qdrant-url",
        "http://localhost:6333",
        "--qdrant-api-key",
        "xxxx-api-key-xxxx"
      ]
    }
  }
}

With explicit AWS credentials:

{
  "mcpServers": {
    "slack-indexed": {
      "command": "uvx",
      "args": [
        "--from",
        "git+https://github.com/KanvaBhatia-Alaan/alaan-slack-index-mcp-tool",
        "slack-indexed",
        "--aws-access-key",
        "AKIA...",
        "--aws-secret-key",
        "wJal...",
        "--qdrant-url",
        "http://your-qdrant-host:6333",
        "--qdrant-api-key",
        "xxxx-api-key-xxxx"
      ]
    }
  }
}

Cursor (.cursor/mcp.json)

With AWS profile:

{
  "mcpServers": {
    "slack-indexed": {
      "command": "uvx",
      "args": [
        "--from",
        "git+https://github.com/KanvaBhatia-Alaan/alaan-slack-index-mcp-tool",
        "slack-indexed",
        "--profile",
        "my-profile",
        "--qdrant-api-key",
        "xxxx-api-key-xxxx"
      ]
    }
  }
}

With explicit AWS credentials:

{
  "mcpServers": {
    "slack-indexed": {
      "command": "uvx",
      "args": [
        "--from",
        "git+https://github.com/KanvaBhatia-Alaan/alaan-slack-index-mcp-tool",
        "slack-indexed",
        "--aws-access-key",
        "AKIA...",
        "--aws-secret-key",
        "wJal...",
        "--qdrant-url",
        "http://your-qdrant-host:6333",
        "--qdrant-api-key",
        "xxxx-api-key-xxxx"
      ]
    }
  }
}

CLI Options

Flag

Default

Description

--qdrant-url

http://localhost:6333

Qdrant server URL

--collection

slack_index

Qdrant collection name

--profile

(env default)

AWS profile name

--region

us-east-1

AWS region for Bedrock

--aws-access-key

(env default)

AWS access key ID (use instead of --profile)

--aws-secret-key

(env default)

AWS secret access key (use with --aws-access-key)

--qdrant-api-key

(none)

Qdrant API key for authenticated access

--qdrant-timeout

30

Qdrant request timeout in seconds

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